AtManRL: Towards Faithful Reasoning via Differentiable Attention Saliency.

arXiv:2604.16158v2 Announce Type: replace-cross Abstract: Large language models (LLMs) increasingly rely on chain-of-thought (CoT) reasoning to solve complex tasks, yet a reasoning trace may merely accompany the final answer rather than causally contribute to